MiniMax-M2.5

Core Overview

MiniMax-M2.5 is MiniMax's independently developed flagship multimodal general large model, designed for high-throughput, low-latency production environments. It achieves industry-leading performance in coding and Agent capabilities, and possesses ultra-long context processing capabilities, able to understand, generate, and integrate multiple modalities including text, audio, images, video, and music. M2.5 aims to provide top-tier performance at extremely low costs, excelling particularly in complex task processing and office scenarios.

Key Features

  • Industry-Leading Coding and Agent Capabilities: Achieved best-in-industry performance on the multilingual task benchmark Multi-SWE-Bench, demonstrating higher decision-making maturity, capable of solving Agent tasks through more precise search iterations and more efficient token utilization.
  • Efficient Multimodal Processing: Natively supports the understanding, generation, and integration of multiple modalities including text, audio, images, video, and music, providing users with a rich interactive experience.
  • Ultra-Long Context Processing Capability: Possesses the ability to process ultra-long contexts, though specific token values are not explicitly provided in official documentation. Its design philosophy focuses on optimizing task decomposition and token efficiency through reinforcement learning to handle complex tasks.
  • High Throughput, Low Latency: Optimized for production environments, offering 100 TPS and 50 TPS versions, with output pricing at just 1/10 to 1/20 of comparable models, significantly reducing operating costs.
  • Enhanced Office Scenario Capabilities: Achieved significant capability improvements in advanced office scenarios such as Word, PPT, and Excel financial modeling.

Best Use Cases

  • Enterprise-Level Automated Workflows: Suitable for automation scenarios requiring high-throughput, low-latency multimodal processing and Agent tasks.
  • Software Development and Code Assistance: Provides industry-leading code generation, debugging, and optimization capabilities, particularly excelling in complex codebase processing.
  • Multimodal Content Creation: Capable of integrating text, audio, images, video, and music for innovative content generation and editing.
  • Advanced Office Scenarios: Demonstrates significant advantages in processing office documents like Word, PPT, and Excel, improving office efficiency.

Capabilities and Limitations

CapabilityDetailed Description
Reasoning AbilityExtremely Strong. Excels in decision-making maturity for Agent tasks and complex problem-solving.
Creative AbilityExtremely Strong. Proficient in code generation, multimodal content creation, and office document processing.
Multimodal AbilityNative multimodal, supports understanding and generation of text, audio, images, video, and music.
Response SpeedExtremely Fast. Offers 100 TPS and 50 TPS versions, specifically designed for high throughput and low latency.
Context Window197,000 Tokens
Max Output131,000 Tokens

Credits and Pricing

ModelInput (Credits/Token)Output (Credits/Token)
MiniMax-M2.50.301.20